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Parametric model order reduction without a-priori sampling for low rank changes in vibro-acoustic systems

Parametric model order reduction without a-priori sampling for low rank changes in vibro-acoustic systems
Parametric model order reduction without a-priori sampling for low rank changes in vibro-acoustic systems
A parametric model order reduction scheme is presented for second order systems that does not require a-priori sampling of the parameter space. The proposed scheme \revi{transfers} the parameter dependence to the throughput matrix of the dynamic system by using an auxiliary input matrix. The resulting model can thus be reduced with non-parametric model reduction techniques. Furthermore, it allows for independent low rank changes in the stiffness, damping and mass matrix of the system. It is shown that in combination with the tangential iterative rational Krylov algorithm, a high number of low rank changes can be parametrized, while keeping the reduced model accurate and of moderate size. Also, a scheme is proposed to further reduce the model size, by a frequency limited post-processing step. The methodology is illustrated with two numerical examples: A purely structural example that simulates an unknown defect by locally reducing the stiffness and damping, and a fully coupled vibro-acoustic example that demonstrates how the method can be used to simulate added mass loading, due to for instance the placement of sensors/actuators.
Parametric model order reduction, Vibro-acoustics, Finite element method, Low-rank, Science & Technology, Technology, Engineering, Mechanical, Engineering, WAVE-ENVELOPE ELEMENTS, ACOUSTIC RADIATION, VARIABLE ORDER, INTERPOLATION, FORMULATION, SCATTERING, 0905 Civil Engineering, 0913 Mechanical Engineering, 0915 Interdisciplinary Engineering, Acoustics, 4006 Communications engineering, 4017 Mechanical engineering
1096-1216
597-609
van Ophem, S.
bb3fb37e-577b-4152-86bc-2248943f882d
Deckers, E.
d71b1075-d044-4486-b7af-9c2ee32f294f
Desmet, W.
deeaf534-7d83-4644-89cb-aa5fcfb5c73a
van Ophem, S.
bb3fb37e-577b-4152-86bc-2248943f882d
Deckers, E.
d71b1075-d044-4486-b7af-9c2ee32f294f
Desmet, W.
deeaf534-7d83-4644-89cb-aa5fcfb5c73a

van Ophem, S., Deckers, E. and Desmet, W. (2019) Parametric model order reduction without a-priori sampling for low rank changes in vibro-acoustic systems. Mechanical Systems and Signal Processing, 130, 597-609. (doi:10.1016/j.ymssp.2019.05.035).

Record type: Article

Abstract

A parametric model order reduction scheme is presented for second order systems that does not require a-priori sampling of the parameter space. The proposed scheme \revi{transfers} the parameter dependence to the throughput matrix of the dynamic system by using an auxiliary input matrix. The resulting model can thus be reduced with non-parametric model reduction techniques. Furthermore, it allows for independent low rank changes in the stiffness, damping and mass matrix of the system. It is shown that in combination with the tangential iterative rational Krylov algorithm, a high number of low rank changes can be parametrized, while keeping the reduced model accurate and of moderate size. Also, a scheme is proposed to further reduce the model size, by a frequency limited post-processing step. The methodology is illustrated with two numerical examples: A purely structural example that simulates an unknown defect by locally reducing the stiffness and damping, and a fully coupled vibro-acoustic example that demonstrates how the method can be used to simulate added mass loading, due to for instance the placement of sensors/actuators.

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More information

Accepted/In Press date: 18 May 2019
e-pub ahead of print date: 25 May 2019
Published date: 25 May 2019
Keywords: Parametric model order reduction, Vibro-acoustics, Finite element method, Low-rank, Science & Technology, Technology, Engineering, Mechanical, Engineering, WAVE-ENVELOPE ELEMENTS, ACOUSTIC RADIATION, VARIABLE ORDER, INTERPOLATION, FORMULATION, SCATTERING, 0905 Civil Engineering, 0913 Mechanical Engineering, 0915 Interdisciplinary Engineering, Acoustics, 4006 Communications engineering, 4017 Mechanical engineering

Identifiers

Local EPrints ID: 494965
URI: http://eprints.soton.ac.uk/id/eprint/494965
ISSN: 1096-1216
PURE UUID: 4ce7340c-54d7-426d-8d8e-5cc3aedbf453
ORCID for S. van Ophem: ORCID iD orcid.org/0000-0003-1050-7318

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Date deposited: 24 Oct 2024 16:38
Last modified: 25 Oct 2024 02:08

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Contributors

Author: S. van Ophem ORCID iD
Author: E. Deckers
Author: W. Desmet

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